				Score	Category				Modality			Duration
#	Model	Params	Input	Overall	CP	RE	Info	MM	Visual	Audio	Speech	Short	Med	Long
	LongShOTAgent Agentic Systems	Agent	V+A	66.64	55.28	75.69	69.57	66.00	64.96	57.61	66.76	66.43	65.60	63.50
	Qwen3-Omni-30B-A3B-T Omni-modal Models	30B (3B active)	V+A	64.05	51.44	72.86	65.40	66.50	62.09	55.89	63.74	62.22	62.93	60.07
	Gemini 3.1 Pro Preview Proprietary (Closed-source API)	API	V+A	55.63	43.01	65.82	55.57	58.15	52.05	46.15	53.65	50.05	51.96	52.57
4	Voxtral-Mini-3B-2507 Audio-Only LLMs	3B	Audio	49.27	33.92	53.31	42.90	40.41	41.43	35.08	42.85	37.58	41.22	42.40
5	Voxtral-Small-24B-2507 Audio-Only LLMs	24B	Audio	48.41	32.63	51.65	41.38	43.53	40.39	33.10	41.63	35.87	40.19	41.13
6	Qwen3-VL-235B-A22B-T Video-native VLMs	235B (22B active)	Video	47.23	39.84	53.12	45.36	50.60	45.48	43.99	46.22	43.68	44.31	48.04
7	Qwen3-VL-32B-T Video-native VLMs	32B	Video	46.16	38.57	50.79	44.32	50.97	44.13	43.10	44.81	43.05	43.53	45.49
8	Vero-Qwen3I-8B Video-native VLMs	8B	Video	45.73	40.54	49.34	42.29	50.76	43.57	43.12	43.99	44.58	43.32	44.09
9	Kimi-K2.6 Video-native VLMs	1.1T	Video	45.20	37.52	51.61	42.75	48.91	42.88	41.49	43.62	43.32	43.15	42.12
10	Qwen3-VL-30B-A3B-T Video-native VLMs	30B (3B active)	Video	43.40	35.89	49.01	41.44	47.26	41.29	39.78	42.06	40.37	40.55	43.00
11	Qwen3-VL-235B-A22B-I Video-native VLMs	235B (22B active)	Video	42.19	35.67	45.61	40.11	47.37	40.05	38.80	40.54	45.42	39.44	41.20
12	Qwen3-VL-8B-T Video-native VLMs	8B	Video	41.98	34.61	47.22	38.98	47.10	39.48	38.27	40.12	41.73	38.92	40.69
13	Gemma-3-27B Frame-based VLMs	27B	Frames	41.55	34.67	47.20	39.14	45.22	39.34	37.41	39.99	40.63	38.26	41.71
14	Intern-S1-mini Video-native VLMs	14B	Video	41.26	34.00	45.98	39.41	45.67	39.14	37.55	39.70	38.78	38.48	40.72
15	Nemotron-3-Nano-Omni-30B-A3B-R Omni-modal Models	30B (3B active)	V+A	40.96	30.90	50.39	42.00	40.55	38.89	32.89	39.98	43.52	38.91	38.62
16	Qwen3-VL-32B-I Video-native VLMs	32B	Video	40.26	34.55	43.72	36.92	45.84	37.78	36.35	38.16	42.04	37.78	37.43
17	Gemma-3-12B Frame-based VLMs	12B	Frames	39.58	32.08	46.06	36.69	43.46	36.92	35.44	37.60	34.42	36.01	39.11
18	Qwen3-Omni-30B-A3B-I Omni-modal Models	30B (3B active)	V+A	39.17	31.21	46.92	36.96	41.59	36.27	32.77	37.20	29.64	36.18	36.89
19	Step3-VL-10B Video-native VLMs	10B	Video	38.65	31.35	44.40	34.78	44.09	36.10	34.35	36.60	36.20	35.21	38.04
20	Gemma-4-31B Frame-based VLMs	31B	Frames	38.49	31.23	43.59	36.01	43.14	35.99	34.67	36.51	40.83	35.37	36.85
21	Qwen3-VL-4B-T Video-native VLMs	4B	Video	38.11	30.77	42.94	35.44	43.28	35.61	34.39	36.07	37.76	35.14	36.51
22	GLM-4.5V Video-native VLMs	106B (12B active)	Video	37.66	31.10	42.50	34.53	42.53	35.41	32.66	36.01	37.34	34.54	37.27
23	MiMo-VL-7B-RL-2508 Video-native VLMs	7B	Video	37.56	29.92	42.54	34.77	43.03	34.86	33.19	35.45	35.13	34.36	35.90
24	Qwen2.5-VL-32B-I Video-native VLMs	32B	Video	35.90	30.87	39.24	33.19	40.31	33.96	31.70	34.39	35.77	33.35	35.25
25	Gemma-3-4B Frame-based VLMs	4B	Frames	35.61	28.89	40.42	32.87	40.27	33.19	31.27	33.72	35.60	32.45	34.77
26	Qwen3-VL-8B-I Video-native VLMs	8B	Video	34.47	28.79	37.50	31.00	40.57	31.36	30.27	31.77	35.63	31.15	31.69
27	Gemma-4-26B-A4B Frame-based VLMs	25B (3.8B active)	Frames	34.28	29.44	39.37	31.70	36.61	32.34	31.38	32.69	34.93	32.61	31.29
28	Ovis2.6-30B-A3B Video-native VLMs	30B (3B active)	Video	33.54	26.61	36.60	31.11	39.88	31.15	29.24	31.63	36.11	30.77	31.64
29	GLM-4.6V-Flash Video-native VLMs	9B	Video	33.35	26.72	37.11	30.64	38.93	30.91	29.47	31.42	32.55	30.08	32.75
30	Qwen3.6-27B Video-native VLMs	27B	Video	32.87	24.59	37.61	30.36	38.92	29.69	28.30	30.26	28.04	29.45	30.24
31	Qwen2.5-VL-72B-I Video-native VLMs	72B	Video	32.33	26.45	35.29	29.27	38.31	30.01	27.48	30.42	29.77	29.36	31.44
32	Qwen3.6-35B-A3B Video-native VLMs	35B (3B active)	Video	31.74	22.60	36.87	27.73	39.75	27.63	25.93	28.22	32.05	27.39	27.98
33	Qwen3.5-27B Video-native VLMs	27B	Video	31.41	22.39	37.85	28.41	36.99	28.21	25.50	28.82	29.34	27.65	29.49
34	Qwen3.5-122B-A10B Video-native VLMs	122B (10B active)	Video	31.12	22.50	34.98	29.36	37.63	27.82	25.44	28.42	33.27	27.37	28.56
35	Qwen3.5-35B-A3B Video-native VLMs	35B (3B active)	Video	31.08	22.17	36.23	27.11	38.82	26.98	24.83	27.59	29.30	26.45	28.14
36	R-4B Video-native VLMs	4B	Video	31.02	24.32	35.77	28.04	35.95	28.49	27.02	28.91	34.85	27.36	30.82
37	Fun-Audio-Chat-8B Audio-Only LLMs	8B	Audio	30.94	19.92	28.85	22.93	30.69	24.00	22.13	24.56	24.90	23.83	24.40
38	Qwen3-VL-30B-A3B-I Video-native VLMs	30B (3B active)	Video	30.68	26.80	32.82	27.78	35.32	29.01	28.08	29.36	32.94	28.72	29.45
39	GLM-4.1V-9B-T Video-native VLMs	9B	Video	29.80	22.92	35.02	26.83	34.44	27.33	25.82	27.73	27.22	26.74	28.72
40	InternVL3.5-241B-A28B Video-native VLMs	241B (28B active)	Video	29.77	24.63	32.74	26.63	35.07	27.31	25.41	27.71	30.66	26.81	28.30
41	InternVL3-78B Video-native VLMs	78B	Video	29.40	23.85	31.78	26.97	35.01	26.76	24.84	27.11	30.72	26.35	27.38
42	InternVL3-38B Video-native VLMs	38B	Video	29.36	24.93	32.98	25.81	33.72	26.78	24.80	27.09	30.17	26.37	27.59
43	Qwen3-VL-4B-I Video-native VLMs	4B	Video	28.68	23.84	30.85	25.38	34.65	26.06	24.88	26.34	31.86	25.71	26.72
44	VideoRFT-7B Video-native VLMs	7B	Video	28.56	24.37	29.57	25.92	34.38	26.89	25.32	27.11	28.85	26.65	27.27
45	DeepEyes-7B Video-native VLMs	7B	Video	28.07	23.40	30.82	24.18	33.90	26.03	24.50	26.32	29.52	25.47	27.17
46	Ovis2.5-9B Video-native VLMs	9B	Video	28.03	22.39	29.98	24.90	34.86	25.16	23.99	25.48	29.24	24.58	26.40
47	Video-R2 Video-native VLMs	7B	Video	27.83	23.01	29.28	25.22	33.79	25.91	24.78	26.19	24.40	25.64	26.63
48	Molmo2-8B Video-native VLMs	8B	Video	27.81	22.62	29.48	24.11	35.01	25.32	24.21	25.50	31.93	25.10	25.45
49	Video-R1-7B Video-native VLMs	7B	Video	27.72	22.44	29.04	24.67	34.73	25.43	24.42	25.68	25.88	24.97	26.51
50	LongVT-RL Video-native VLMs	7B	Video	27.68	22.61	28.80	25.28	34.05	25.59	25.47	25.77	27.38	25.46	25.69
51	RePlan-Qwen2.5-VL-7B Video-native VLMs	7B	Video	27.63	22.78	30.21	23.40	34.16	25.34	23.91	25.61	27.49	25.05	25.91
52	InternVL3-14B Video-native VLMs	14B	Video	27.54	23.26	30.21	24.10	32.62	25.41	23.48	25.71	25.98	24.88	26.58
53	Qwen3.5-9B Video-native VLMs	9B	Video	27.47	18.97	33.18	24.66	33.10	23.57	21.81	24.04	25.88	23.31	24.05
54	TimeSearch-R Video-native VLMs	7B	Video	27.18	22.22	30.43	23.93	32.16	25.28	23.70	25.53	24.37	24.97	26.05
55	ERNIE-4.5-VL-28B-A3B Video-native VLMs	28B (3B active)	Video	27.13	23.10	30.64	24.06	30.72	25.72	24.58	26.08	26.65	25.02	27.29
56	Gemma-4-E4B Omni-modal Models	8B (4.5B eff)	V+A	26.90	22.27	27.56	24.41	33.34	25.18	24.77	25.48	30.36	24.90	25.47
57	InternVL3.5-8B Video-native VLMs	8B	Video	26.58	20.94	27.99	23.30	34.09	23.60	22.12	23.84	25.47	23.32	24.08
58	VideoChat-R1-7B Video-native VLMs	7B	Video	26.40	21.59	27.56	23.52	32.94	24.75	23.30	24.99	22.13	24.26	25.96
59	InternVL3.5-38B Video-native VLMs	38B	Video	26.23	21.46	28.50	22.63	32.34	23.92	22.51	24.21	27.53	23.52	24.67
60	PixelReasoner-RL-v1 Video-native VLMs	7B	Video	26.14	21.22	29.56	22.84	30.94	24.02	22.60	24.27	25.58	23.64	24.89
61	Qwen2.5-VL-7B-I Video-native VLMs	7B	Video	25.96	21.73	27.29	23.67	31.16	24.24	23.09	24.53	26.76	23.93	24.85
62	InternVL2.5-78B Video-native VLMs	78B	Video	25.71	21.22	27.53	22.08	32.04	22.99	21.56	23.29	25.70	22.49	24.05
63	Ovis2-16B Frame-based VLMs	16B	Frames	25.32	20.28	28.16	20.87	31.98	22.86	21.84	23.17	25.72	22.51	23.57
64	InternVL3-8B Video-native VLMs	8B	Video	24.68	20.52	25.70	21.66	30.83	22.36	21.38	22.52	25.33	21.99	23.09
65	InternVL2.5-38B Video-native VLMs	38B	Video	24.49	20.70	26.46	19.98	30.79	22.07	20.85	22.44	22.62	21.49	23.44
66	Kimi-VL-A3B-T Frame-based VLMs	8B (3B active)	Frames	24.32	17.76	27.49	21.24	30.77	21.23	19.57	21.67	23.32	21.04	21.43
67	R1-Onevision-7B Video-native VLMs	7B	Video	23.89	18.78	26.26	20.58	29.93	21.99	20.73	22.24	22.01	21.71	22.62
68	Phi-4-R-Vision-15B Video-native VLMs	15B	Video	23.61	19.33	25.90	19.21	30.01	21.18	20.59	21.43	25.45	20.39	22.74
69	Qwen2.5-VL-7B-VRAG Video-native VLMs	7B	Video	23.46	20.45	23.28	20.74	29.38	22.32	22.28	22.49	19.86	21.95	23.26
70	AURA-32B Video-native VLMs	32B	Video	23.19	19.57	24.25	20.24	28.70	21.09	20.59	21.25	21.38	20.81	21.73
71	InternVL3.5-4B-I Video-native VLMs	4B	Video	22.99	19.06	24.15	19.73	29.02	21.03	19.51	21.27	20.88	20.58	22.12
72	Audio Flamingo 3 Audio-Only LLMs	8B	Audio	22.90	13.50	18.18	14.54	22.67	15.32	12.35	15.76	19.35	15.37	15.17
73	MiniCPM-o 4.5 Omni-modal Models	8B	V+A	22.82	20.45	25.90	23.17	21.74	22.38	21.43	22.67	22.03	22.07	23.12
74	Gemma-4-E2B Omni-modal Models	5B (2.3B eff)	V+A	22.44	19.20	26.03	20.88	23.67	22.02	20.89	22.27	31.66	21.89	21.72
75	Qwen3.5-4B Video-native VLMs	4B	Video	22.40	16.26	26.56	20.31	26.48	19.99	18.66	20.30	22.52	20.07	19.48
76	EchoInk-R1-7B Omni-modal Models	7B	V+A	22.34	18.10	23.02	19.95	28.28	20.28	18.29	20.65	22.70	20.40	20.06
77	Keye-VL-1.5-8B Video-native VLMs	8B	Video	22.33	17.19	24.83	18.97	28.34	19.90	19.48	20.17	22.56	19.35	21.00
78	HumanSense Omni-R Omni-modal Models	7B	V+A	22.23	18.17	23.30	19.82	27.61	20.34	17.96	20.71	22.81	20.11	20.99
79	NVIDIA Nemotron Nano 12B VL Video-native VLMs	12B	Video	22.04	17.38	22.95	18.78	29.05	19.46	18.83	19.79	16.58	18.93	20.79
80	Qwen2.5-Omni-7B Omni-modal Models	7B	V+A	21.97	17.69	22.72	20.27	27.20	20.12	18.17	20.48	21.80	20.22	20.00
81	MiniCPM-V 4.5 Video-native VLMs	8B	Video	21.66	17.59	23.63	18.61	26.80	19.37	19.00	19.70	21.79	18.92	20.43
82	SpaceThinker-3B Video-native VLMs	3B	Video	20.21	16.94	21.69	18.71	23.52	18.89	17.47	19.07	19.98	18.25	20.33
83	Qwen3-VL-2B-I Video-native VLMs	2B	Video	19.98	17.35	20.07	17.30	25.22	18.53	18.00	18.65	21.24	18.07	19.53
84	Ovis2-8B Frame-based VLMs	8B	Frames	19.93	15.81	21.51	17.26	25.14	17.65	17.55	17.84	18.15	16.99	19.15
85	Qwen2.5-VL-3B-I Video-native VLMs	3B	Video	19.78	16.26	21.10	16.61	25.15	17.97	17.36	18.15	14.63	17.61	19.04
86	Qwen3.5-2B Video-native VLMs	2B	Video	19.74	17.25	19.12	18.52	24.07	18.14	17.55	18.31	18.23	17.91	18.61
87	Baichuan-Omni 1.5 Omni-modal Models	7B	V+A	19.47	15.98	19.46	15.75	26.73	17.31	16.60	17.47	18.35	16.80	18.44
88	Qwen2.5-Omni-3B Omni-modal Models	3B	V+A	19.26	15.86	19.39	16.79	25.01	17.35	15.74	17.66	19.31	17.07	18.05
89	MiniCPM-o 2.6 Omni-modal Models	8B	V+A	19.19	15.38	19.23	16.22	25.94	17.00	16.27	17.22	14.31	16.80	17.62
90	SALMONN2+ 7B Omni-modal Models	7B	V+A	17.99	14.00	19.67	15.91	22.37	15.91	13.40	16.30	16.17	15.73	16.49
91	Ovis2-4B Frame-based VLMs	4B	Frames	17.76	14.41	18.11	14.97	23.54	15.56	15.52	15.65	16.01	14.88	17.11
92	Qwen3.5-0.8B Video-native VLMs	0.8B	Video	17.44	15.10	16.60	15.67	22.39	16.05	15.73	16.18	15.69	15.84	16.57
93	VideoLLaMA3-7B Video-native VLMs	7B	Video	16.47	12.47	16.72	13.62	23.05	13.74	13.32	13.88	13.20	13.31	14.76
94	OmniVinci-9B Omni-modal Models	9B	V+A	16.25	13.34	16.75	14.59	20.33	14.09	13.56	14.38	15.53	14.03	14.17
95	Kimi-VL-A3B-I Frame-based VLMs	8B (3B active)	Frames	15.76	12.38	16.58	12.29	21.79	13.53	13.26	13.76	11.27	13.23	14.26
96	OmniAtlas-Qwen2.5-7B Omni-modal Models	7B	V+A	15.43	14.12	15.95	15.86	15.79	15.51	15.03	15.75	16.83	15.55	15.43
97	Monet-7B Video-native VLMs	7B	Video	13.89	10.74	14.83	11.28	18.70	12.27	12.15	12.43	10.84	11.76	13.54
98	Qwen2-Audio-7B-I Audio-Only LLMs	7B	Audio	13.18	6.04	7.61	6.16	12.47	7.00	6.88	7.14	6.19	6.64	7.92
99	LLaVA-OneVision-7B Video-native VLMs	7B	Video	13.07	11.12	13.43	11.42	16.31	11.79	11.32	11.98	13.04	11.62	12.20
100	VideoMind Agentic Systems	Agent	V+A	10.83	8.22	9.90	8.74	16.43	8.77	7.03	8.76	13.37	8.82	8.56
101	Tempo-6B Video-native VLMs	6B	Video	9.97	6.32	9.66	7.16	16.74	7.28	5.45	7.33	11.07	7.23	7.38
102	SenseNova-SI-1.3-8B Video-native VLMs	8B	Video	9.78	7.62	10.03	7.48	13.97	8.50	8.81	8.69	6.00	8.01	9.73
103	OneThinker-8B Video-native VLMs	8B	Video	7.09	6.67	7.72	8.55	5.39	7.36	7.50	7.48	6.17	6.78	8.69
104	Video-RAG Agentic Systems	Agent	V+A	6.66	5.41	5.99	7.35	7.88	6.12	4.50	6.34	9.48	6.07	6.31
105	Vgent Agentic Systems	Agent	V+A	5.83	3.44	5.43	4.29	10.15	4.13	3.07	4.24	6.50	4.23	3.98
106	VideoScore2 Video-native VLMs	7B	Video	2.77	2.64	3.27	2.59	2.60	2.76	2.54	2.68	4.50	2.86	2.46

LongShOT Leaderboard

Model Leaderboard

Top 12 by Overall